Section
Forecasting, budgeting, driver-based models, dashboards, and KPI design. From rolling forecast mechanics and variance storytelling to the eternal question of whether the model belongs in Excel, a planning platform, or the warehouse.
AFP’s 2026 benchmark finds the average budget still takes 8.7 weeks despite years of planning-technology investment. The teams reporting faster cycles are the minority that run structured scenario planning.
Snowflake and Databricks are pushing governed business definitions into the data platform itself — turning the semantic layer into the contract that decides whether finance AI answers with the company's real definition of revenue and margin.
AFP’s 2026 benchmark of 332 finance professionals finds structured scenario planning is still a minority practice, while the average budgeting cycle stays near nine weeks despite years of planning-technology investment.
AFP’s 2025 benchmark found unreliable and inaccessible data are still FP&A’s biggest technology obstacles, with spreadsheets nearly universal — the next upgrade is the information supply chain, not another application.
Gartner’s December 2025 market view put integrated, intelligent and continuous planning at the center of the category — while spreadsheets stayed nearly universal. The buying question is shifting to governed planning across connected data and AI.
A new generation of AI-native FP&A vendors is targeting the middle layer between source systems and spreadsheets. Aleph's Series B is a signal about what investors think is still unresolved in finance.
FP&A is moving from periodic forecasting toward a continuously updated view of the business — but spreadsheets, fragmented data and process design still stand in the way.
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